DataFrame
NO COMPARISON TARGET
569
ROWS
0
DUPLICATES
141.2 kb
RAM
31
FEATURES
1
CATEGORICAL
30
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
diagnosis
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
radius_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
456
(80%)
ZEROES:
---
MAX
28.1
95%
20.6
Q3
15.8
AVG
14.1
MEDIAN
13.4
Q1
11.7
5%
9.5
MIN
7.0
RANGE
21.1
IQR
4.08
STD
3.52
VAR
12.4
KURT.
0.846
SKEW
0.942
SUM
8,038
2
texture_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
479
(84%)
ZEROES:
---
MAX
39.3
95%
27.1
Q3
21.8
AVG
19.3
MEDIAN
18.8
Q1
16.2
5%
13.1
MIN
9.7
RANGE
29.6
IQR
5.63
STD
4.30
VAR
18.5
KURT.
0.758
SKEW
0.650
SUM
10,976
3
perimeter_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
522
(92%)
ZEROES:
---
MAX
188
95%
136
Q3
104
AVG
92
MEDIAN
86
Q1
75
5%
60
MIN
44
RANGE
145
IQR
28.9
STD
24.3
VAR
590
KURT.
0.972
SKEW
0.991
SUM
52,330
4
area_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
539
(95%)
ZEROES:
---
MAX
2,501
95%
1,310
Q3
783
AVG
655
MEDIAN
551
Q1
420
5%
276
MIN
144
RANGE
2,358
IQR
362
STD
352
VAR
124k
KURT.
3.65
SKEW
1.65
SUM
373k
5
smoothness_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
474
(83%)
ZEROES:
---
MAX
0.163
95%
0.119
Q3
0.105
AVG
0.096
MEDIAN
0.096
Q1
0.086
5%
0.075
MIN
0.053
RANGE
0.111
IQR
0.019
STD
0.014
VAR
1.98e-4
KURT.
0.856
SKEW
0.456
SUM
54.8
6
compactness_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
537
(94%)
ZEROES:
---
MAX
0.345
95%
0.209
Q3
0.130
AVG
0.104
MEDIAN
0.093
Q1
0.065
5%
0.041
MIN
0.019
RANGE
0.326
IQR
0.065
STD
0.053
VAR
0.003
KURT.
1.65
SKEW
1.19
SUM
59.4
7
concavity_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
537
(94%)
ZEROES:
13
(2%)
MAX
0.427
95%
0.243
Q3
0.131
AVG
0.089
MEDIAN
0.062
Q1
0.030
5%
0.005
MIN
0.000
RANGE
0.427
IQR
0.101
STD
0.080
VAR
0.006
KURT.
2.00
SKEW
1.40
SUM
50.5
8
points_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
542
(95%)
ZEROES:
13
(2%)
MAX
0.201
95%
0.126
Q3
0.074
AVG
0.049
MEDIAN
0.034
Q1
0.020
5%
0.006
MIN
0.000
RANGE
0.201
IQR
0.054
STD
0.039
VAR
0.002
KURT.
1.07
SKEW
1.17
SUM
27.8
9
symmetry_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
432
(76%)
ZEROES:
---
MAX
0.304
95%
0.231
Q3
0.196
AVG
0.181
MEDIAN
0.179
Q1
0.162
5%
0.142
MIN
0.106
RANGE
0.198
IQR
0.034
STD
0.027
VAR
7.52e-4
KURT.
1.29
SKEW
0.726
SUM
103
10
dimension_mean
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
499
(88%)
ZEROES:
---
MAX
0.097
95%
0.076
Q3
0.066
AVG
0.063
MEDIAN
0.062
Q1
0.058
5%
0.054
MIN
0.050
RANGE
0.047
IQR
0.008
STD
0.007
VAR
4.98e-5
KURT.
3.01
SKEW
1.30
SUM
35.7
11
radius_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
540
(95%)
ZEROES:
---
MAX
2.87
95%
0.96
Q3
0.48
AVG
0.41
MEDIAN
0.32
Q1
0.23
5%
0.16
MIN
0.11
RANGE
2.76
IQR
0.246
STD
0.277
VAR
0.077
KURT.
17.7
SKEW
3.09
SUM
231
12
texture_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
519
(91%)
ZEROES:
---
MAX
4.88
95%
2.21
Q3
1.47
AVG
1.22
MEDIAN
1.11
Q1
0.83
5%
0.54
MIN
0.36
RANGE
4.52
IQR
0.640
STD
0.552
VAR
0.304
KURT.
5.35
SKEW
1.65
SUM
692
13
perimeter_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
533
(94%)
ZEROES:
---
MAX
22.0
95%
7.0
Q3
3.4
AVG
2.9
MEDIAN
2.3
Q1
1.6
5%
1.1
MIN
0.8
RANGE
21.2
IQR
1.75
STD
2.02
VAR
4.09
KURT.
21.4
SKEW
3.44
SUM
1,631
14
area_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
528
(93%)
ZEROES:
---
MAX
542
95%
116
Q3
45
AVG
40
MEDIAN
25
Q1
18
5%
11
MIN
7
RANGE
535
IQR
27.3
STD
45.5
VAR
2,069
KURT.
49.2
SKEW
5.45
SUM
22,952
15
smoothness_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
547
(96%)
ZEROES:
---
MAX
0.031
95%
0.013
Q3
0.008
AVG
0.007
MEDIAN
0.006
Q1
0.005
5%
0.004
MIN
0.002
RANGE
0.029
IQR
0.003
STD
0.003
VAR
9.02e-6
KURT.
10.5
SKEW
2.31
SUM
4.01
16
compactness_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
541
(95%)
ZEROES:
---
MAX
0.135
95%
0.061
Q3
0.032
AVG
0.025
MEDIAN
0.020
Q1
0.013
5%
0.008
MIN
0.002
RANGE
0.133
IQR
0.019
STD
0.018
VAR
3.21e-4
KURT.
5.11
SKEW
1.90
SUM
14.5
17
concavity_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
533
(94%)
ZEROES:
13
(2%)
MAX
0.396
95%
0.079
Q3
0.042
AVG
0.032
MEDIAN
0.026
Q1
0.015
5%
0.003
MIN
0.000
RANGE
0.396
IQR
0.027
STD
0.030
VAR
9.11e-4
KURT.
48.9
SKEW
5.11
SUM
18.1
18
points_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
507
(89%)
ZEROES:
13
(2%)
MAX
0.053
95%
0.023
Q3
0.015
AVG
0.012
MEDIAN
0.011
Q1
0.008
5%
0.004
MIN
0.000
RANGE
0.053
IQR
0.007
STD
0.006
VAR
3.81e-5
KURT.
5.13
SKEW
1.44
SUM
6.71
19
symmetry_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
498
(88%)
ZEROES:
---
MAX
0.079
95%
0.035
Q3
0.023
AVG
0.021
MEDIAN
0.019
Q1
0.015
5%
0.012
MIN
0.008
RANGE
0.071
IQR
0.008
STD
0.008
VAR
6.83e-5
KURT.
7.90
SKEW
2.20
SUM
11.7
20
dimension_se
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
545
(96%)
ZEROES:
---
MAX
0.030
95%
0.008
Q3
0.005
AVG
0.004
MEDIAN
0.003
Q1
0.002
5%
0.002
MIN
0.001
RANGE
0.029
IQR
0.002
STD
0.003
VAR
7.00e-6
KURT.
26.3
SKEW
3.92
SUM
2.16
21
radius_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
457
(80%)
ZEROES:
---
MAX
36.0
95%
25.6
Q3
18.8
AVG
16.3
MEDIAN
15.0
Q1
13.0
5%
10.5
MIN
7.9
RANGE
28.1
IQR
5.78
STD
4.83
VAR
23.4
KURT.
0.944
SKEW
1.10
SUM
9,257
22
texture_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
511
(90%)
ZEROES:
---
MAX
49.5
95%
36.3
Q3
29.7
AVG
25.7
MEDIAN
25.4
Q1
21.1
5%
16.6
MIN
12.0
RANGE
37.5
IQR
8.64
STD
6.15
VAR
37.8
KURT.
0.224
SKEW
0.498
SUM
14,610
23
perimeter_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
514
(90%)
ZEROES:
---
MAX
251
95%
172
Q3
125
AVG
107
MEDIAN
98
Q1
84
5%
68
MIN
50
RANGE
201
IQR
41.3
STD
33.6
VAR
1,129
KURT.
1.07
SKEW
1.13
SUM
61,032
24
area_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
544
(96%)
ZEROES:
---
MAX
4,254
95%
2,010
Q3
1,084
AVG
881
MEDIAN
686
Q1
515
5%
331
MIN
185
RANGE
4,069
IQR
569
STD
569
VAR
324k
KURT.
4.40
SKEW
1.86
SUM
501k
25
smoothness_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
411
(72%)
ZEROES:
---
MAX
0.223
95%
0.172
Q3
0.146
AVG
0.132
MEDIAN
0.131
Q1
0.117
5%
0.096
MIN
0.071
RANGE
0.151
IQR
0.029
STD
0.023
VAR
5.21e-4
KURT.
0.518
SKEW
0.415
SUM
75.3
26
compactness_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
529
(93%)
ZEROES:
---
MAX
1.06
95%
0.56
Q3
0.34
AVG
0.25
MEDIAN
0.21
Q1
0.15
5%
0.07
MIN
0.03
RANGE
1.03
IQR
0.192
STD
0.157
VAR
0.025
KURT.
3.04
SKEW
1.47
SUM
145
27
concavity_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
539
(95%)
ZEROES:
13
(2%)
MAX
1.25
95%
0.68
Q3
0.38
AVG
0.27
MEDIAN
0.23
Q1
0.11
5%
0.02
MIN
0.00
RANGE
1.25
IQR
0.268
STD
0.209
VAR
0.044
KURT.
1.62
SKEW
1.15
SUM
155
28
points_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
492
(86%)
ZEROES:
13
(2%)
MAX
0.291
95%
0.237
Q3
0.161
AVG
0.115
MEDIAN
0.100
Q1
0.065
5%
0.024
MIN
0.000
RANGE
0.291
IQR
0.096
STD
0.066
VAR
0.004
KURT.
-0.536
SKEW
0.493
SUM
65.2
29
symmetry_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
500
(88%)
ZEROES:
---
MAX
0.664
95%
0.406
Q3
0.318
AVG
0.290
MEDIAN
0.282
Q1
0.250
5%
0.213
MIN
0.157
RANGE
0.507
IQR
0.068
STD
0.062
VAR
0.004
KURT.
4.44
SKEW
1.43
SUM
165
30
dimension_worst
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
535
(94%)
ZEROES:
---
MAX
0.207
95%
0.120
Q3
0.092
AVG
0.084
MEDIAN
0.080
Q1
0.071
5%
0.063
MIN
0.055
RANGE
0.152
IQR
0.021
STD
0.018
VAR
3.26e-4
KURT.
5.24
SKEW
1.66
SUM
47.8
diagnosis
MISSING:
---
TOP CATEGORIES

diagnosis
1
357
63%
0
212
37%
ALL
569
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
diagnosis
PROVIDES INFORMATION ON...


THESE FEATURES
GIVE INFORMATION
ON diagnosis:


NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diagnosis
CORRELATION RATIO WITH...

points_worst
0.79
perimeter_worst
0.78
points_mean
0.78
radius_worst
0.78
perimeter_mean
0.74
area_worst
0.73
radius_mean
0.73
area_mean
0.71
concavity_mean
0.70
concavity_worst
0.66
compactness_mean
0.60
compactness_worst
0.59
radius_se
0.57
perimeter_se
0.56
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
diagnosis
MISSING:
---
TOP CATEGORIES

diagnosis
1
357
63%
0
212
37%
ALL
569
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
diagnosis
PROVIDES INFORMATION ON...


THESE FEATURES
GIVE INFORMATION
ON diagnosis:


NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diagnosis
CORRELATION RATIO WITH...

points_worst
0.79
perimeter_worst
0.78
points_mean
0.78
radius_worst
0.78
perimeter_mean
0.74
area_worst
0.73
radius_mean
0.73
area_mean
0.71
concavity_mean
0.70
concavity_worst
0.66
compactness_mean
0.60
compactness_worst
0.59
radius_se
0.57
perimeter_se
0.56
radius_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

perimeter_mean
1.00
area_mean
0.99
radius_worst
0.97
perimeter_worst
0.97
area_worst
0.94
points_mean
0.82
points_worst
0.74
area_se
0.74
radius_se
0.68
concavity_mean
0.68
perimeter_se
0.67
concavity_worst
0.53
compactness_mean
0.51
compactness_worst
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.73
MOST FREQUENT VALUES

12.34
4
0.7%
11.6
3
0.5%
13.05
3
0.5%
10.26
3
0.5%
12.77
3
0.5%
15.46
3
0.5%
12.46
3
0.5%
13.0
3
0.5%
11.71
3
0.5%
12.89
3
0.5%
11.89
3
0.5%
12.18
3
0.5%
11.06
3
0.5%
13.17
3
0.5%
13.85
3
0.5%
SMALLEST VALUES

6.981
1
0.2%
7.691
1
0.2%
7.729
1
0.2%
7.76
1
0.2%
8.196
1
0.2%
8.219
1
0.2%
8.571
1
0.2%
8.597
1
0.2%
8.598
1
0.2%
8.618
1
0.2%
8.671
1
0.2%
8.726
1
0.2%
8.734
1
0.2%
8.878
1
0.2%
8.888
1
0.2%
LARGEST VALUES

28.11
1
0.2%
27.42
1
0.2%
27.22
1
0.2%
25.73
1
0.2%
25.22
1
0.2%
24.63
1
0.2%
24.25
1
0.2%
23.51
1
0.2%
23.29
1
0.2%
23.27
1
0.2%
23.21
1
0.2%
23.09
1
0.2%
22.27
1
0.2%
22.01
1
0.2%
21.75
1
0.2%
texture_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

texture_worst
0.91
texture_se
0.39
perimeter_worst
0.36
radius_worst
0.35
area_worst
0.34
perimeter_mean
0.33
radius_mean
0.32
area_mean
0.32
concavity_mean
0.30
concavity_worst
0.30
points_worst
0.30
points_mean
0.29
perimeter_se
0.28
compactness_worst
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.42
MOST FREQUENT VALUES

16.85
3
0.5%
15.7
3
0.5%
18.9
3
0.5%
20.52
3
0.5%
19.83
3
0.5%
18.22
3
0.5%
16.84
3
0.5%
17.46
3
0.5%
14.93
3
0.5%
20.25
2
0.4%
16.58
2
0.4%
21.68
2
0.4%
22.15
2
0.4%
17.53
2
0.4%
27.15
2
0.4%
SMALLEST VALUES

9.71
1
0.2%
10.38
1
0.2%
10.72
1
0.2%
10.82
1
0.2%
10.89
1
0.2%
10.91
1
0.2%
10.94
1
0.2%
11.28
1
0.2%
11.79
1
0.2%
11.89
1
0.2%
11.97
1
0.2%
12.17
1
0.2%
12.22
1
0.2%
12.27
1
0.2%
12.35
1
0.2%
LARGEST VALUES

39.28
1
0.2%
33.81
1
0.2%
33.56
1
0.2%
32.47
1
0.2%
31.12
1
0.2%
30.72
1
0.2%
30.62
1
0.2%
29.97
1
0.2%
29.81
1
0.2%
29.43
1
0.2%
29.37
1
0.2%
29.33
1
0.2%
29.29
1
0.2%
28.92
1
0.2%
28.77
1
0.2%
perimeter_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_mean
1.00
area_mean
0.99
perimeter_worst
0.97
radius_worst
0.97
area_worst
0.94
points_mean
0.85
points_worst
0.77
area_se
0.74
concavity_mean
0.72
perimeter_se
0.69
radius_se
0.69
concavity_worst
0.56
compactness_mean
0.56
compactness_worst
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.74
MOST FREQUENT VALUES

82.61
3
0.5%
87.76
3
0.5%
134.7
3
0.5%
102.4
2
0.4%
87.32
2
0.4%
88.37
2
0.4%
94.25
2
0.4%
70.67
2
0.4%
109.3
2
0.4%
93.97
2
0.4%
132.9
2
0.4%
130.7
2
0.4%
87.21
2
0.4%
82.69
2
0.4%
84.08
2
0.4%
SMALLEST VALUES

43.79
1
0.2%
47.92
1
0.2%
47.98
1
0.2%
48.34
1
0.2%
51.71
1
0.2%
53.27
1
0.2%
54.09
1
0.2%
54.34
1
0.2%
54.42
1
0.2%
54.53
1
0.2%
54.66
1
0.2%
55.27
1
0.2%
55.84
1
0.2%
56.36
1
0.2%
56.74
1
0.2%
LARGEST VALUES

188.5
1
0.2%
186.9
1
0.2%
182.1
1
0.2%
174.2
1
0.2%
171.5
1
0.2%
166.2
1
0.2%
165.5
1
0.2%
158.9
1
0.2%
155.1
1
0.2%
153.5
1
0.2%
152.8
1
0.2%
152.1
2
0.4%
147.3
1
0.2%
147.2
1
0.2%
144.4
1
0.2%
area_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_mean
0.99
perimeter_mean
0.99
radius_worst
0.96
area_worst
0.96
perimeter_worst
0.96
points_mean
0.82
area_se
0.80
radius_se
0.73
perimeter_se
0.73
points_worst
0.72
concavity_mean
0.69
concavity_worst
0.51
compactness_mean
0.50
compactness_worst
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.71
MOST FREQUENT VALUES

512.2
3
0.5%
1214.0
2
0.4%
1264.0
2
0.4%
334.2
2
0.4%
684.5
2
0.4%
1076.0
2
0.4%
506.3
2
0.4%
466.1
2
0.4%
658.8
2
0.4%
582.7
2
0.4%
420.3
2
0.4%
399.8
2
0.4%
716.6
2
0.4%
514.3
2
0.4%
1075.0
2
0.4%
SMALLEST VALUES

143.5
1
0.2%
170.4
1
0.2%
178.8
1
0.2%
181.0
1
0.2%
201.9
1
0.2%
203.9
1
0.2%
221.2
1
0.2%
221.3
1
0.2%
221.8
1
0.2%
224.5
1
0.2%
227.2
1
0.2%
230.9
1
0.2%
234.3
1
0.2%
241.0
1
0.2%
244.0
1
0.2%
LARGEST VALUES

2501.0
1
0.2%
2499.0
1
0.2%
2250.0
1
0.2%
2010.0
1
0.2%
1878.0
1
0.2%
1841.0
1
0.2%
1761.0
1
0.2%
1747.0
1
0.2%
1686.0
1
0.2%
1685.0
1
0.2%
1682.0
1
0.2%
1670.0
1
0.2%
1546.0
1
0.2%
1509.0
1
0.2%
1491.0
1
0.2%
smoothness_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

smoothness_worst
0.81
compactness_mean
0.66
dimension_mean
0.58
symmetry_mean
0.56
points_mean
0.55
concavity_mean
0.52
points_worst
0.50
dimension_worst
0.50
compactness_worst
0.47
concavity_worst
0.43
symmetry_worst
0.39
points_se
0.38
smoothness_se
0.33
compactness_se
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.36
MOST FREQUENT VALUES

0.1007
5
0.9%
0.1054
4
0.7%
0.115
4
0.7%
0.1075
4
0.7%
0.1082
3
0.5%
0.1099
3
0.5%
0.1063
3
0.5%
0.1158
3
0.5%
0.1024
3
0.5%
0.09462
3
0.5%
0.1141
3
0.5%
0.1096
3
0.5%
0.1066
3
0.5%
0.1044
3
0.5%
0.117
3
0.5%
SMALLEST VALUES

0.05263
1
0.2%
0.06251
1
0.2%
0.06429
1
0.2%
0.06576
1
0.2%
0.06613
1
0.2%
0.06828
1
0.2%
0.06883
1
0.2%
0.06935
1
0.2%
0.0695
1
0.2%
0.06955
1
0.2%
0.06995
1
0.2%
0.07005
1
0.2%
0.07026
1
0.2%
0.07115
1
0.2%
0.07215
1
0.2%
LARGEST VALUES

0.1634
1
0.2%
0.1447
1
0.2%
0.1425
1
0.2%
0.1398
1
0.2%
0.1371
1
0.2%
0.1335
1
0.2%
0.1326
1
0.2%
0.1323
1
0.2%
0.1291
1
0.2%
0.1286
1
0.2%
0.1278
1
0.2%
0.1273
1
0.2%
0.1257
1
0.2%
0.1255
1
0.2%
0.1248
1
0.2%
compactness_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

concavity_mean
0.88
compactness_worst
0.87
points_mean
0.83
concavity_worst
0.82
points_worst
0.82
compactness_se
0.74
dimension_worst
0.69
smoothness_mean
0.66
points_se
0.64
symmetry_mean
0.60
perimeter_worst
0.59
concavity_se
0.57
smoothness_worst
0.57
dimension_mean
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.60
MOST FREQUENT VALUES

0.1147
3
0.5%
0.1206
3
0.5%
0.1516
2
0.4%
0.1283
2
0.4%
0.03834
2
0.4%
0.1483
2
0.4%
0.04994
2
0.4%
0.05794
2
0.4%
0.08468
2
0.4%
0.1117
2
0.4%
0.1304
2
0.4%
0.1339
2
0.4%
0.1111
2
0.4%
0.1313
2
0.4%
0.05743
2
0.4%
SMALLEST VALUES

0.01938
1
0.2%
0.02344
1
0.2%
0.0265
1
0.2%
0.02675
1
0.2%
0.03116
1
0.2%
0.03212
1
0.2%
0.03393
1
0.2%
0.03398
1
0.2%
0.03454
1
0.2%
0.03515
1
0.2%
0.03558
1
0.2%
0.03574
1
0.2%
0.03614
1
0.2%
0.0363
1
0.2%
0.03718
1
0.2%
LARGEST VALUES

0.3454
1
0.2%
0.3114
1
0.2%
0.2867
1
0.2%
0.2839
1
0.2%
0.2832
1
0.2%
0.2776
1
0.2%
0.277
1
0.2%
0.2768
1
0.2%
0.2665
1
0.2%
0.2576
1
0.2%
0.2458
1
0.2%
0.2413
1
0.2%
0.2396
1
0.2%
0.2364
1
0.2%
0.2363
1
0.2%
concavity_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

points_mean
0.92
concavity_worst
0.88
compactness_mean
0.88
points_worst
0.86
compactness_worst
0.75
perimeter_worst
0.73
perimeter_mean
0.72
concavity_se
0.69
radius_worst
0.69
area_mean
0.69
points_se
0.68
radius_mean
0.68
area_worst
0.68
compactness_se
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.70
MOST FREQUENT VALUES

0.0
13
2.3%
0.1204
3
0.5%
0.2448
2
0.4%
0.08422
2
0.4%
0.03344
2
0.4%
0.2133
2
0.4%
0.02688
2
0.4%
0.06726
2
0.4%
0.05892
2
0.4%
0.2417
2
0.4%
0.1103
2
0.4%
0.1007
2
0.4%
0.101
2
0.4%
0.1974
2
0.4%
0.1115
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.000692
1
0.2%
0.0009737
1
0.2%
0.001194
1
0.2%
0.001461
1
0.2%
0.001487
1
0.2%
0.001546
1
0.2%
0.001595
1
0.2%
0.001597
1
0.2%
0.00186
1
0.2%
0.00247
1
0.2%
0.002758
1
0.2%
0.00309
1
0.2%
0.003681
1
0.2%
0.004473
1
0.2%
LARGEST VALUES

0.4268
1
0.2%
0.4264
1
0.2%
0.4108
1
0.2%
0.3754
1
0.2%
0.3635
1
0.2%
0.3523
1
0.2%
0.3514
1
0.2%
0.3368
1
0.2%
0.3339
1
0.2%
0.3201
1
0.2%
0.3189
1
0.2%
0.3176
1
0.2%
0.3174
1
0.2%
0.313
1
0.2%
0.3003
1
0.2%
points_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

concavity_mean
0.92
points_worst
0.91
perimeter_worst
0.86
perimeter_mean
0.85
compactness_mean
0.83
radius_worst
0.83
area_mean
0.82
radius_mean
0.82
area_worst
0.81
concavity_worst
0.75
perimeter_se
0.71
radius_se
0.70
area_se
0.69
compactness_worst
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.78
MOST FREQUENT VALUES

0.0
13
2.3%
0.02864
3
0.5%
0.01615
2
0.4%
0.05778
2
0.4%
0.01924
2
0.4%
0.1043
2
0.4%
0.02377
2
0.4%
0.02031
2
0.4%
0.02594
2
0.4%
0.02369
2
0.4%
0.1242
2
0.4%
0.02272
2
0.4%
0.05252
2
0.4%
0.06462
2
0.4%
0.1471
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.001852
1
0.2%
0.002404
1
0.2%
0.002924
1
0.2%
0.002941
1
0.2%
0.003125
1
0.2%
0.003261
1
0.2%
0.003333
1
0.2%
0.003472
1
0.2%
0.004167
1
0.2%
0.004419
1
0.2%
0.005051
1
0.2%
0.005128
1
0.2%
0.005159
1
0.2%
0.005449
1
0.2%
LARGEST VALUES

0.2012
1
0.2%
0.1913
1
0.2%
0.1878
1
0.2%
0.1845
1
0.2%
0.1823
1
0.2%
0.1689
1
0.2%
0.162
1
0.2%
0.1604
1
0.2%
0.1595
1
0.2%
0.1562
1
0.2%
0.152
1
0.2%
0.1504
1
0.2%
0.1501
1
0.2%
0.1496
1
0.2%
0.1474
1
0.2%
symmetry_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

symmetry_worst
0.70
compactness_mean
0.60
smoothness_mean
0.56
concavity_mean
0.50
dimension_mean
0.48
compactness_worst
0.47
points_mean
0.46
symmetry_se
0.45
dimension_worst
0.44
concavity_worst
0.43
points_worst
0.43
smoothness_worst
0.43
compactness_se
0.42
points_se
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.33
MOST FREQUENT VALUES

0.1893
4
0.7%
0.1714
4
0.7%
0.1769
4
0.7%
0.1601
4
0.7%
0.1717
4
0.7%
0.1667
3
0.5%
0.1861
3
0.5%
0.1779
3
0.5%
0.1638
3
0.5%
0.1487
3
0.5%
0.1943
3
0.5%
0.2116
3
0.5%
0.1953
3
0.5%
0.1966
3
0.5%
0.1739
3
0.5%
SMALLEST VALUES

0.106
1
0.2%
0.1167
1
0.2%
0.1203
1
0.2%
0.1215
1
0.2%
0.122
1
0.2%
0.1274
1
0.2%
0.1305
1
0.2%
0.1308
1
0.2%
0.1337
1
0.2%
0.1339
1
0.2%
0.1342
1
0.2%
0.1349
1
0.2%
0.135
1
0.2%
0.1353
1
0.2%
0.1359
1
0.2%
LARGEST VALUES

0.304
1
0.2%
0.2906
1
0.2%
0.2743
1
0.2%
0.2678
1
0.2%
0.2655
1
0.2%
0.2597
1
0.2%
0.2595
1
0.2%
0.2569
1
0.2%
0.2556
1
0.2%
0.2548
1
0.2%
0.254
1
0.2%
0.2538
1
0.2%
0.2521
1
0.2%
0.2495
1
0.2%
0.2459
1
0.2%
dimension_mean
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dimension_worst
0.77
dimension_se
0.69
smoothness_mean
0.58
compactness_mean
0.57
compactness_se
0.56
smoothness_worst
0.50
symmetry_mean
0.48
compactness_worst
0.46
concavity_se
0.45
smoothness_se
0.40
concavity_worst
0.35
symmetry_se
0.35
points_se
0.34
concavity_mean
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.01
MOST FREQUENT VALUES

0.06782
3
0.5%
0.05913
3
0.5%
0.06113
3
0.5%
0.05667
3
0.5%
0.05907
3
0.5%
0.05955
2
0.4%
0.06758
2
0.4%
0.05708
2
0.4%
0.05866
2
0.4%
0.05884
2
0.4%
0.06343
2
0.4%
0.06877
2
0.4%
0.06048
2
0.4%
0.06019
2
0.4%
0.06129
2
0.4%
SMALLEST VALUES

0.04996
1
0.2%
0.05024
1
0.2%
0.05025
1
0.2%
0.05044
1
0.2%
0.05054
1
0.2%
0.05096
1
0.2%
0.05176
1
0.2%
0.05177
1
0.2%
0.05185
1
0.2%
0.05223
1
0.2%
0.05234
1
0.2%
0.05243
1
0.2%
0.05255
1
0.2%
0.05266
1
0.2%
0.05268
1
0.2%
LARGEST VALUES

0.09744
1
0.2%
0.09575
1
0.2%
0.09502
1
0.2%
0.09296
1
0.2%
0.0898
1
0.2%
0.08743
1
0.2%
0.0845
1
0.2%
0.08261
1
0.2%
0.08243
1
0.2%
0.08142
1
0.2%
0.08116
1
0.2%
0.08104
1
0.2%
0.08046
1
0.2%
0.07976
1
0.2%
0.0795
1
0.2%
radius_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

perimeter_se
0.97
area_se
0.95
area_worst
0.75
area_mean
0.73
perimeter_worst
0.72
radius_worst
0.72
points_mean
0.70
perimeter_mean
0.69
radius_mean
0.68
concavity_mean
0.63
points_worst
0.53
points_se
0.51
compactness_mean
0.50
concavity_worst
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.57
MOST FREQUENT VALUES

0.286
3
0.5%
0.2204
3
0.5%
0.1924
2
0.4%
0.2957
2
0.4%
0.2684
2
0.4%
0.2351
2
0.4%
0.2244
2
0.4%
0.2315
2
0.4%
0.338
2
0.4%
0.3276
2
0.4%
0.184
2
0.4%
0.163
2
0.4%
0.3534
2
0.4%
0.403
2
0.4%
0.2976
2
0.4%
SMALLEST VALUES

0.1115
1
0.2%
0.1144
1
0.2%
0.1153
1
0.2%
0.1166
1
0.2%
0.1186
1
0.2%
0.1194
1
0.2%
0.1199
1
0.2%
0.121
1
0.2%
0.1267
1
0.2%
0.1302
1
0.2%
0.1312
1
0.2%
0.1344
1
0.2%
0.1402
1
0.2%
0.1408
1
0.2%
0.1415
1
0.2%
LARGEST VALUES

2.873
1
0.2%
2.547
1
0.2%
1.509
1
0.2%
1.37
1
0.2%
1.296
1
0.2%
1.292
1
0.2%
1.291
1
0.2%
1.215
1
0.2%
1.214
1
0.2%
1.207
1
0.2%
1.176
1
0.2%
1.172
1
0.2%
1.167
1
0.2%
1.111
1
0.2%
1.095
1
0.2%
texture_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

symmetry_se
0.41
texture_worst
0.41
smoothness_se
0.40
texture_mean
0.39
dimension_se
0.28
compactness_se
0.23
points_se
0.23
perimeter_se
0.22
radius_se
0.21
concavity_se
0.19
dimension_mean
0.16
symmetry_worst
-0.13
symmetry_mean
0.13
points_worst
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.01
MOST FREQUENT VALUES

1.268
3
0.5%
1.15
3
0.5%
0.8561
3
0.5%
1.35
3
0.5%
1.305
2
0.4%
1.059
2
0.4%
0.7339
2
0.4%
1.03
2
0.4%
1.199
2
0.4%
1.166
2
0.4%
1.027
2
0.4%
1.851
2
0.4%
1.033
2
0.4%
1.342
2
0.4%
1.627
2
0.4%
SMALLEST VALUES

0.3602
1
0.2%
0.3621
1
0.2%
0.3628
1
0.2%
0.3871
1
0.2%
0.3981
1
0.2%
0.4064
1
0.2%
0.4125
1
0.2%
0.4334
1
0.2%
0.4336
1
0.2%
0.4402
1
0.2%
0.4607
1
0.2%
0.469
1
0.2%
0.4706
1
0.2%
0.4757
1
0.2%
0.4801
1
0.2%
LARGEST VALUES

4.885
1
0.2%
3.896
1
0.2%
3.647
1
0.2%
3.568
1
0.2%
3.12
1
0.2%
2.927
1
0.2%
2.91
1
0.2%
2.904
1
0.2%
2.878
1
0.2%
2.836
1
0.2%
2.777
1
0.2%
2.664
1
0.2%
2.643
1
0.2%
2.635
1
0.2%
2.612
1
0.2%
perimeter_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_se
0.97
area_se
0.94
area_worst
0.73
area_mean
0.73
perimeter_worst
0.72
points_mean
0.71
radius_worst
0.70
perimeter_mean
0.69
radius_mean
0.67
concavity_mean
0.66
points_se
0.56
points_worst
0.55
compactness_mean
0.55
concavity_worst
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.56
MOST FREQUENT VALUES

1.778
4
0.7%
1.955
2
0.4%
2.225
2
0.4%
1.429
2
0.4%
2.41
2
0.4%
1.471
2
0.4%
3.767
2
0.4%
5.801
2
0.4%
1.994
2
0.4%
2.406
2
0.4%
1.101
2
0.4%
2.903
2
0.4%
2.569
2
0.4%
2.765
2
0.4%
3.564
2
0.4%
SMALLEST VALUES

0.757
1
0.2%
0.7714
1
0.2%
0.8439
1
0.2%
0.8484
1
0.2%
0.873
1
0.2%
0.9219
1
0.2%
0.968
1
0.2%
0.9812
1
0.2%
0.9857
1
0.2%
0.9887
1
0.2%
0.9975
1
0.2%
1.011
1
0.2%
1.035
1
0.2%
1.036
1
0.2%
1.046
1
0.2%
LARGEST VALUES

21.98
1
0.2%
18.65
1
0.2%
11.07
1
0.2%
10.12
1
0.2%
10.05
1
0.2%
9.807
1
0.2%
9.635
1
0.2%
9.424
1
0.2%
8.867
1
0.2%
8.83
1
0.2%
8.758
1
0.2%
8.649
1
0.2%
8.589
1
0.2%
8.419
1
0.2%
8.077
1
0.2%
area_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_se
0.95
perimeter_se
0.94
area_worst
0.81
area_mean
0.80
perimeter_worst
0.76
radius_worst
0.76
perimeter_mean
0.74
radius_mean
0.74
points_mean
0.69
concavity_mean
0.62
points_worst
0.54
compactness_mean
0.46
points_se
0.42
concavity_worst
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.55
MOST FREQUENT VALUES

16.64
3
0.5%
16.97
3
0.5%
17.67
3
0.5%
18.54
3
0.5%
16.39
2
0.4%
104.9
2
0.4%
14.91
2
0.4%
18.24
2
0.4%
44.41
2
0.4%
18.15
2
0.4%
20.98
2
0.4%
11.28
2
0.4%
20.74
2
0.4%
14.34
2
0.4%
74.08
2
0.4%
SMALLEST VALUES

6.802
1
0.2%
7.228
1
0.2%
7.254
1
0.2%
7.326
1
0.2%
8.205
1
0.2%
8.322
1
0.2%
8.605
1
0.2%
8.955
1
0.2%
8.966
1
0.2%
9.006
1
0.2%
9.227
1
0.2%
9.332
1
0.2%
9.438
1
0.2%
9.549
1
0.2%
9.597
1
0.2%
LARGEST VALUES

542.2
1
0.2%
525.6
1
0.2%
233.0
1
0.2%
224.1
1
0.2%
199.7
1
0.2%
180.2
1
0.2%
176.5
1
0.2%
170.0
1
0.2%
164.1
1
0.2%
158.7
1
0.2%
156.8
1
0.2%
155.8
1
0.2%
153.4
1
0.2%
153.1
1
0.2%
139.9
1
0.2%
smoothness_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dimension_se
0.43
symmetry_se
0.41
dimension_mean
0.40
texture_se
0.40
compactness_se
0.34
smoothness_mean
0.33
points_se
0.33
smoothness_worst
0.31
concavity_se
0.27
radius_worst
-0.23
radius_mean
-0.22
perimeter_worst
-0.22
perimeter_mean
-0.20
symmetry_mean
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.07
MOST FREQUENT VALUES

0.00591
2
0.4%
0.005969
2
0.4%
0.005884
2
0.4%
0.01052
2
0.4%
0.00604
2
0.4%
0.0138
2
0.4%
0.007389
2
0.4%
0.007189
2
0.4%
0.01038
2
0.4%
0.01291
2
0.4%
0.01017
2
0.4%
0.005251
2
0.4%
0.005298
2
0.4%
0.006064
2
0.4%
0.007803
2
0.4%
SMALLEST VALUES

0.001713
1
0.2%
0.002667
1
0.2%
0.002826
1
0.2%
0.002838
1
0.2%
0.002866
1
0.2%
0.002887
1
0.2%
0.003139
1
0.2%
0.003169
1
0.2%
0.003245
1
0.2%
0.003265
1
0.2%
0.003271
1
0.2%
0.00328
1
0.2%
0.00329
1
0.2%
0.003308
1
0.2%
0.003338
1
0.2%
LARGEST VALUES

0.03113
1
0.2%
0.02333
1
0.2%
0.02177
1
0.2%
0.02075
1
0.2%
0.01835
1
0.2%
0.01736
1
0.2%
0.01721
1
0.2%
0.01604
1
0.2%
0.01582
1
0.2%
0.01574
1
0.2%
0.01547
1
0.2%
0.01546
1
0.2%
0.01496
1
0.2%
0.01474
1
0.2%
0.01459
1
0.2%
compactness_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dimension_se
0.80
concavity_se
0.80
points_se
0.74
compactness_mean
0.74
compactness_worst
0.68
concavity_mean
0.67
concavity_worst
0.64
dimension_worst
0.59
dimension_mean
0.56
points_mean
0.49
points_worst
0.48
symmetry_mean
0.42
perimeter_se
0.42
symmetry_se
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.29
MOST FREQUENT VALUES

0.01812
3
0.5%
0.01104
3
0.5%
0.0231
3
0.5%
0.01246
2
0.4%
0.02431
2
0.4%
0.01203
2
0.4%
0.01443
2
0.4%
0.01503
2
0.4%
0.01819
2
0.4%
0.01395
2
0.4%
0.01727
2
0.4%
0.01371
2
0.4%
0.01646
2
0.4%
0.0118
2
0.4%
0.01174
2
0.4%
SMALLEST VALUES

0.002252
1
0.2%
0.003012
1
0.2%
0.00371
1
0.2%
0.003746
1
0.2%
0.00466
1
0.2%
0.004693
1
0.2%
0.004711
1
0.2%
0.004883
1
0.2%
0.004899
1
0.2%
0.00493
1
0.2%
0.005274
1
0.2%
0.005612
1
0.2%
0.005656
1
0.2%
0.005697
1
0.2%
0.005767
1
0.2%
LARGEST VALUES

0.1354
1
0.2%
0.1064
1
0.2%
0.1006
1
0.2%
0.09806
1
0.2%
0.09586
1
0.2%
0.09368
1
0.2%
0.08808
1
0.2%
0.08668
1
0.2%
0.08606
1
0.2%
0.08555
1
0.2%
0.08297
1
0.2%
0.08262
1
0.2%
0.07643
1
0.2%
0.07471
1
0.2%
0.07458
1
0.2%
concavity_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

compactness_se
0.80
points_se
0.77
dimension_se
0.73
concavity_mean
0.69
concavity_worst
0.66
compactness_mean
0.57
compactness_worst
0.48
dimension_mean
0.45
points_worst
0.44
dimension_worst
0.44
points_mean
0.44
perimeter_se
0.36
symmetry_mean
0.34
radius_se
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.25
MOST FREQUENT VALUES

0.0
13
2.3%
0.01412
2
0.4%
0.02332
2
0.4%
0.01865
2
0.4%
0.02664
2
0.4%
0.03452
2
0.4%
0.02185
2
0.4%
0.03576
2
0.4%
0.01514
2
0.4%
0.02071
2
0.4%
0.04344
2
0.4%
0.02443
2
0.4%
0.02
2
0.4%
0.01376
2
0.4%
0.03872
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.000692
1
0.2%
0.0007929
1
0.2%
0.0009737
1
0.2%
0.001128
1
0.2%
0.001184
1
0.2%
0.001487
1
0.2%
0.001595
1
0.2%
0.001597
1
0.2%
0.001835
1
0.2%
0.00186
1
0.2%
0.00203
1
0.2%
0.002074
1
0.2%
0.00262
1
0.2%
0.002817
1
0.2%
LARGEST VALUES

0.396
1
0.2%
0.3038
1
0.2%
0.1535
1
0.2%
0.1438
1
0.2%
0.1435
1
0.2%
0.1278
1
0.2%
0.1197
1
0.2%
0.1166
1
0.2%
0.1114
1
0.2%
0.1091
1
0.2%
0.104
1
0.2%
0.1027
1
0.2%
0.0996
1
0.2%
0.09953
1
0.2%
0.09723
1
0.2%
points_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

concavity_se
0.77
compactness_se
0.74
concavity_mean
0.68
compactness_mean
0.64
points_mean
0.62
dimension_se
0.61
points_worst
0.60
perimeter_se
0.56
concavity_worst
0.55
radius_se
0.51
compactness_worst
0.45
area_se
0.42
perimeter_mean
0.41
perimeter_worst
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.41
MOST FREQUENT VALUES

0.0
13
2.3%
0.01167
3
0.5%
0.0111
3
0.5%
0.01499
3
0.5%
0.01712
2
0.4%
0.01384
2
0.4%
0.01184
2
0.4%
0.01037
2
0.4%
0.005495
2
0.4%
0.01052
2
0.4%
0.01282
2
0.4%
0.01241
2
0.4%
0.01022
2
0.4%
0.01843
2
0.4%
0.01352
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.001852
1
0.2%
0.002386
1
0.2%
0.002404
1
0.2%
0.002924
1
0.2%
0.002941
1
0.2%
0.003125
1
0.2%
0.003242
1
0.2%
0.003333
1
0.2%
0.00339
1
0.2%
0.003419
1
0.2%
0.003472
1
0.2%
0.003527
1
0.2%
0.003576
1
0.2%
0.003608
1
0.2%
LARGEST VALUES

0.05279
1
0.2%
0.0409
1
0.2%
0.03927
1
0.2%
0.03487
1
0.2%
0.03441
1
0.2%
0.03322
1
0.2%
0.03024
1
0.2%
0.02919
1
0.2%
0.02853
1
0.2%
0.02801
1
0.2%
0.02794
1
0.2%
0.02771
1
0.2%
0.02765
1
0.2%
0.02721
1
0.2%
0.02638
1
0.2%
symmetry_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

symmetry_mean
0.45
smoothness_se
0.41
texture_se
0.41
compactness_se
0.39
symmetry_worst
0.39
dimension_se
0.37
dimension_mean
0.35
points_se
0.31
concavity_se
0.31
perimeter_se
0.27
radius_se
0.24
compactness_mean
0.23
smoothness_mean
0.20
concavity_mean
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.01
MOST FREQUENT VALUES

0.01344
4
0.7%
0.01924
3
0.5%
0.01897
3
0.5%
0.0187
3
0.5%
0.01536
3
0.5%
0.02045
3
0.5%
0.01454
3
0.5%
0.01884
3
0.5%
0.01647
3
0.5%
0.01608
2
0.4%
0.0222
2
0.4%
0.0203
2
0.4%
0.01547
2
0.4%
0.01263
2
0.4%
0.01852
2
0.4%
SMALLEST VALUES

0.007882
1
0.2%
0.009539
1
0.2%
0.009947
1
0.2%
0.01013
1
0.2%
0.01029
1
0.2%
0.01054
1
0.2%
0.01055
1
0.2%
0.01057
1
0.2%
0.01062
1
0.2%
0.01065
2
0.4%
0.01069
2
0.4%
0.01083
1
0.2%
0.01093
1
0.2%
0.01095
1
0.2%
0.01096
1
0.2%
LARGEST VALUES

0.07895
1
0.2%
0.06146
1
0.2%
0.05963
1
0.2%
0.05628
1
0.2%
0.05543
1
0.2%
0.05333
1
0.2%
0.05168
1
0.2%
0.05113
1
0.2%
0.05014
1
0.2%
0.04783
1
0.2%
0.04547
1
0.2%
0.04499
1
0.2%
0.04484
1
0.2%
0.04243
1
0.2%
0.04197
1
0.2%
dimension_se
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

compactness_se
0.80
concavity_se
0.73
dimension_mean
0.69
points_se
0.61
dimension_worst
0.59
compactness_mean
0.51
concavity_mean
0.45
smoothness_se
0.43
compactness_worst
0.39
concavity_worst
0.38
symmetry_se
0.37
symmetry_mean
0.33
smoothness_mean
0.28
texture_se
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.08
MOST FREQUENT VALUES

0.001976
2
0.4%
0.001892
2
0.4%
0.002887
2
0.4%
0.003009
2
0.4%
0.001906
2
0.4%
0.005667
2
0.4%
0.003002
2
0.4%
0.003317
2
0.4%
0.002783
2
0.4%
0.002551
2
0.4%
0.002665
2
0.4%
0.00456
2
0.4%
0.002205
2
0.4%
0.001971
2
0.4%
0.002256
2
0.4%
SMALLEST VALUES

0.0008948
1
0.2%
0.0009502
1
0.2%
0.0009683
1
0.2%
0.001002
1
0.2%
0.001058
1
0.2%
0.001087
1
0.2%
0.001126
1
0.2%
0.00118
1
0.2%
0.001217
1
0.2%
0.001219
1
0.2%
0.001286
1
0.2%
0.001309
1
0.2%
0.001343
1
0.2%
0.001344
1
0.2%
0.001345
1
0.2%
LARGEST VALUES

0.02984
1
0.2%
0.02286
1
0.2%
0.02193
1
0.2%
0.01792
1
0.2%
0.01298
1
0.2%
0.01284
1
0.2%
0.01256
1
0.2%
0.01233
1
0.2%
0.0122
1
0.2%
0.01178
1
0.2%
0.01172
1
0.2%
0.01148
1
0.2%
0.0113
1
0.2%
0.01045
1
0.2%
0.01039
1
0.2%
radius_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

perimeter_worst
0.99
area_worst
0.98
radius_mean
0.97
perimeter_mean
0.97
area_mean
0.96
points_mean
0.83
points_worst
0.79
area_se
0.76
radius_se
0.72
perimeter_se
0.70
concavity_mean
0.69
concavity_worst
0.57
compactness_mean
0.54
compactness_worst
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.78
MOST FREQUENT VALUES

12.36
5
0.9%
13.5
4
0.7%
13.34
4
0.7%
13.45
3
0.5%
12.4
3
0.5%
16.11
3
0.5%
16.76
3
0.5%
14.91
3
0.5%
15.14
3
0.5%
16.41
3
0.5%
15.53
3
0.5%
13.75
3
0.5%
16.46
3
0.5%
13.35
3
0.5%
13.06
3
0.5%
SMALLEST VALUES

7.93
1
0.2%
8.678
1
0.2%
8.952
1
0.2%
8.964
1
0.2%
9.077
1
0.2%
9.092
1
0.2%
9.262
1
0.2%
9.414
1
0.2%
9.456
1
0.2%
9.473
1
0.2%
9.507
1
0.2%
9.565
1
0.2%
9.628
1
0.2%
9.699
1
0.2%
9.733
1
0.2%
LARGEST VALUES

36.04
1
0.2%
33.13
1
0.2%
33.12
1
0.2%
32.49
1
0.2%
31.01
1
0.2%
30.79
1
0.2%
30.75
1
0.2%
30.67
1
0.2%
30.0
1
0.2%
29.92
1
0.2%
29.17
1
0.2%
28.4
1
0.2%
28.19
1
0.2%
28.11
1
0.2%
28.01
1
0.2%
texture_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

texture_mean
0.91
texture_se
0.41
concavity_worst
0.37
perimeter_worst
0.37
compactness_worst
0.36
radius_worst
0.36
points_worst
0.36
area_worst
0.35
perimeter_mean
0.30
concavity_mean
0.30
radius_mean
0.30
points_mean
0.29
area_mean
0.29
compactness_mean
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.46
MOST FREQUENT VALUES

27.26
3
0.5%
17.7
3
0.5%
27.66
2
0.4%
25.84
2
0.4%
25.8
2
0.4%
31.56
2
0.4%
29.02
2
0.4%
28.01
2
0.4%
25.09
2
0.4%
24.17
2
0.4%
25.5
2
0.4%
16.93
2
0.4%
30.5
2
0.4%
21.4
2
0.4%
23.58
2
0.4%
SMALLEST VALUES

12.02
1
0.2%
12.49
1
0.2%
12.87
1
0.2%
14.1
1
0.2%
14.2
1
0.2%
14.82
1
0.2%
15.38
1
0.2%
15.4
1
0.2%
15.54
1
0.2%
15.64
1
0.2%
15.65
1
0.2%
15.66
1
0.2%
15.67
1
0.2%
15.73
1
0.2%
15.77
2
0.4%
LARGEST VALUES

49.54
1
0.2%
47.16
1
0.2%
45.41
1
0.2%
44.87
1
0.2%
42.79
1
0.2%
41.85
1
0.2%
41.78
1
0.2%
41.61
1
0.2%
40.68
1
0.2%
40.54
1
0.2%
39.42
1
0.2%
39.34
1
0.2%
39.16
1
0.2%
38.81
1
0.2%
38.54
1
0.2%
perimeter_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_worst
0.99
area_worst
0.98
perimeter_mean
0.97
radius_mean
0.97
area_mean
0.96
points_mean
0.86
points_worst
0.82
area_se
0.76
concavity_mean
0.73
perimeter_se
0.72
radius_se
0.72
concavity_worst
0.62
compactness_mean
0.59
compactness_worst
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.78
MOST FREQUENT VALUES

117.7
3
0.5%
105.9
3
0.5%
101.7
3
0.5%
102.5
2
0.4%
152.1
2
0.4%
152.4
2
0.4%
159.8
2
0.4%
112.0
2
0.4%
177.0
2
0.4%
129.0
2
0.4%
129.3
2
0.4%
114.2
2
0.4%
104.4
2
0.4%
123.5
2
0.4%
79.73
2
0.4%
SMALLEST VALUES

50.41
1
0.2%
54.49
1
0.2%
56.65
1
0.2%
57.17
1
0.2%
57.26
1
0.2%
58.08
1
0.2%
58.36
1
0.2%
59.16
1
0.2%
59.9
1
0.2%
60.9
1
0.2%
62.06
1
0.2%
62.25
1
0.2%
62.56
1
0.2%
62.86
1
0.2%
63.3
1
0.2%
LARGEST VALUES

251.2
1
0.2%
229.3
1
0.2%
220.8
1
0.2%
214.0
1
0.2%
211.7
1
0.2%
211.5
1
0.2%
206.8
1
0.2%
206.0
1
0.2%
205.7
1
0.2%
202.4
1
0.2%
199.5
1
0.2%
195.9
1
0.2%
195.0
1
0.2%
188.5
1
0.2%
188.0
1
0.2%
area_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

radius_worst
0.98
perimeter_worst
0.98
area_mean
0.96
perimeter_mean
0.94
radius_mean
0.94
area_se
0.81
points_mean
0.81
radius_se
0.75
points_worst
0.75
perimeter_se
0.73
concavity_mean
0.68
concavity_worst
0.54
compactness_mean
0.51
compactness_worst
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.73
MOST FREQUENT VALUES

706.0
2
0.4%
698.8
2
0.4%
1623.0
2
0.4%
725.9
2
0.4%
1269.0
2
0.4%
826.4
2
0.4%
458.0
2
0.4%
708.8
2
0.4%
472.4
2
0.4%
1750.0
2
0.4%
830.5
2
0.4%
546.7
2
0.4%
1603.0
2
0.4%
1261.0
2
0.4%
733.5
2
0.4%
SMALLEST VALUES

185.2
1
0.2%
223.6
1
0.2%
240.1
1
0.2%
242.2
1
0.2%
248.0
1
0.2%
249.8
1
0.2%
259.2
1
0.2%
268.6
1
0.2%
270.0
1
0.2%
273.9
1
0.2%
274.9
1
0.2%
275.6
1
0.2%
284.4
2
0.4%
285.5
1
0.2%
295.8
1
0.2%
LARGEST VALUES

4254.0
1
0.2%
3432.0
1
0.2%
3234.0
1
0.2%
3216.0
1
0.2%
3143.0
1
0.2%
2944.0
1
0.2%
2906.0
1
0.2%
2782.0
1
0.2%
2642.0
1
0.2%
2615.0
1
0.2%
2562.0
1
0.2%
2499.0
1
0.2%
2477.0
1
0.2%
2403.0
1
0.2%
2398.0
1
0.2%
smoothness_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

smoothness_mean
0.81
dimension_worst
0.62
compactness_worst
0.57
compactness_mean
0.57
points_worst
0.55
concavity_worst
0.52
dimension_mean
0.50
symmetry_worst
0.49
points_mean
0.45
concavity_mean
0.45
symmetry_mean
0.43
smoothness_se
0.31
perimeter_worst
0.24
compactness_se
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.42
MOST FREQUENT VALUES

0.1415
4
0.7%
0.1347
4
0.7%
0.1256
4
0.7%
0.1312
4
0.7%
0.1223
4
0.7%
0.1401
4
0.7%
0.1275
4
0.7%
0.1234
4
0.7%
0.1216
4
0.7%
0.1402
3
0.5%
0.1166
3
0.5%
0.1426
3
0.5%
0.1218
3
0.5%
0.1199
3
0.5%
0.1419
3
0.5%
SMALLEST VALUES

0.07117
1
0.2%
0.08125
1
0.2%
0.08409
1
0.2%
0.08484
1
0.2%
0.08567
1
0.2%
0.08774
1
0.2%
0.08799
1
0.2%
0.08822
1
0.2%
0.08864
1
0.2%
0.08949
1
0.2%
0.08996
1
0.2%
0.09023
1
0.2%
0.09203
1
0.2%
0.09267
1
0.2%
0.09293
1
0.2%
LARGEST VALUES

0.2226
1
0.2%
0.2184
1
0.2%
0.2098
1
0.2%
0.2006
1
0.2%
0.1909
1
0.2%
0.1902
1
0.2%
0.1883
1
0.2%
0.1878
1
0.2%
0.1873
1
0.2%
0.1862
1
0.2%
0.1855
1
0.2%
0.1853
1
0.2%
0.1851
1
0.2%
0.185
1
0.2%
0.1805
1
0.2%
compactness_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

concavity_worst
0.89
compactness_mean
0.87
dimension_worst
0.81
points_worst
0.80
concavity_mean
0.75
compactness_se
0.68
points_mean
0.67
symmetry_worst
0.61
smoothness_worst
0.57
perimeter_worst
0.53
concavity_se
0.48
radius_worst
0.48
symmetry_mean
0.47
smoothness_mean
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.59
MOST FREQUENT VALUES

0.1486
3
0.5%
0.3416
3
0.5%
0.1352
2
0.4%
0.1582
2
0.4%
0.1346
2
0.4%
0.1773
2
0.4%
0.1928
2
0.4%
0.2264
2
0.4%
0.4706
2
0.4%
0.4061
2
0.4%
0.1963
2
0.4%
0.1361
2
0.4%
0.292
2
0.4%
0.1202
2
0.4%
0.1517
2
0.4%
SMALLEST VALUES

0.02729
1
0.2%
0.03432
1
0.2%
0.04327
1
0.2%
0.04619
1
0.2%
0.04712
1
0.2%
0.04953
1
0.2%
0.05036
1
0.2%
0.05131
1
0.2%
0.05213
1
0.2%
0.05232
1
0.2%
0.05332
1
0.2%
0.05445
1
0.2%
0.05494
1
0.2%
0.05836
1
0.2%
0.05847
1
0.2%
LARGEST VALUES

1.058
1
0.2%
0.9379
1
0.2%
0.9327
1
0.2%
0.8681
1
0.2%
0.8663
1
0.2%
0.7917
1
0.2%
0.7725
1
0.2%
0.7584
1
0.2%
0.7444
1
0.2%
0.7394
1
0.2%
0.709
1
0.2%
0.6997
1
0.2%
0.6656
1
0.2%
0.6643
1
0.2%
0.659
1
0.2%
concavity_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

compactness_worst
0.89
concavity_mean
0.88
points_worst
0.86
compactness_mean
0.82
points_mean
0.75
dimension_worst
0.69
concavity_se
0.66
compactness_se
0.64
perimeter_worst
0.62
radius_worst
0.57
perimeter_mean
0.56
points_se
0.55
area_worst
0.54
symmetry_worst
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.66
MOST FREQUENT VALUES

0.0
13
2.3%
0.4504
3
0.5%
0.1377
3
0.5%
0.3344
2
0.4%
0.1564
2
0.4%
0.1791
2
0.4%
0.3853
2
0.4%
0.2644
2
0.4%
0.1423
2
0.4%
0.2866
2
0.4%
0.1811
2
0.4%
0.363
2
0.4%
0.256
2
0.4%
0.2298
2
0.4%
0.4024
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.001845
1
0.2%
0.003581
1
0.2%
0.004955
1
0.2%
0.005518
1
0.2%
0.005579
1
0.2%
0.00692
1
0.2%
0.007732
1
0.2%
0.007977
1
0.2%
0.01005
1
0.2%
0.0112
1
0.2%
0.01235
1
0.2%
0.01335
1
0.2%
0.01379
1
0.2%
0.01472
1
0.2%
LARGEST VALUES

1.252
1
0.2%
1.17
1
0.2%
1.105
1
0.2%
0.9608
1
0.2%
0.9387
1
0.2%
0.9034
1
0.2%
0.9019
1
0.2%
0.8489
1
0.2%
0.8488
1
0.2%
0.8402
1
0.2%
0.8216
1
0.2%
0.7892
1
0.2%
0.7727
1
0.2%
0.7681
1
0.2%
0.7436
1
0.2%
points_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

points_mean
0.91
concavity_mean
0.86
concavity_worst
0.86
perimeter_worst
0.82
compactness_mean
0.82
compactness_worst
0.80
radius_worst
0.79
perimeter_mean
0.77
area_worst
0.75
radius_mean
0.74
area_mean
0.72
points_se
0.60
perimeter_se
0.55
smoothness_worst
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.79
MOST FREQUENT VALUES

0.0
13
2.3%
0.05556
3
0.5%
0.04306
3
0.5%
0.1827
3
0.5%
0.1708
3
0.5%
0.02564
3
0.5%
0.1105
3
0.5%
0.1218
3
0.5%
0.06296
3
0.5%
0.07431
3
0.5%
0.1096
2
0.4%
0.0589
2
0.4%
0.206
2
0.4%
0.1155
2
0.4%
0.0914
2
0.4%
SMALLEST VALUES

0.0
13
2.3%
0.008772
1
0.2%
0.009259
1
0.2%
0.01042
1
0.2%
0.01111
2
0.4%
0.01389
1
0.2%
0.01635
1
0.2%
0.01667
1
0.2%
0.01852
1
0.2%
0.02022
1
0.2%
0.02083
1
0.2%
0.0221
1
0.2%
0.02222
1
0.2%
0.02232
1
0.2%
0.02381
2
0.4%
LARGEST VALUES

0.291
1
0.2%
0.2903
1
0.2%
0.2867
1
0.2%
0.2756
1
0.2%
0.2733
1
0.2%
0.2701
1
0.2%
0.2688
1
0.2%
0.2685
1
0.2%
0.2654
1
0.2%
0.265
1
0.2%
0.2625
1
0.2%
0.2593
1
0.2%
0.2575
1
0.2%
0.255
1
0.2%
0.2543
1
0.2%
symmetry_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

symmetry_mean
0.70
compactness_worst
0.61
dimension_worst
0.54
concavity_worst
0.53
compactness_mean
0.51
points_worst
0.50
smoothness_worst
0.49
concavity_mean
0.41
smoothness_mean
0.39
symmetry_se
0.39
points_mean
0.38
dimension_mean
0.33
compactness_se
0.28
perimeter_worst
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.42
MOST FREQUENT VALUES

0.2369
3
0.5%
0.3196
3
0.5%
0.2972
3
0.5%
0.2226
3
0.5%
0.3109
3
0.5%
0.2383
3
0.5%
0.2268
2
0.4%
0.2227
2
0.4%
0.302
2
0.4%
0.271
2
0.4%
0.3055
2
0.4%
0.3101
2
0.4%
0.2849
2
0.4%
0.3379
2
0.4%
0.3103
2
0.4%
SMALLEST VALUES

0.1565
1
0.2%
0.1566
1
0.2%
0.1603
1
0.2%
0.1648
1
0.2%
0.1652
1
0.2%
0.1712
1
0.2%
0.1783
2
0.4%
0.1811
1
0.2%
0.1859
1
0.2%
0.189
1
0.2%
0.1901
1
0.2%
0.1902
1
0.2%
0.1909
1
0.2%
0.1917
1
0.2%
0.1934
1
0.2%
LARGEST VALUES

0.6638
1
0.2%
0.5774
1
0.2%
0.5558
1
0.2%
0.544
1
0.2%
0.5166
1
0.2%
0.4882
1
0.2%
0.4863
1
0.2%
0.4824
1
0.2%
0.4761
1
0.2%
0.4753
1
0.2%
0.4724
1
0.2%
0.4677
1
0.2%
0.467
1
0.2%
0.4667
1
0.2%
0.4601
1
0.2%
dimension_worst
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

compactness_worst
0.81
dimension_mean
0.77
compactness_mean
0.69
concavity_worst
0.69
smoothness_worst
0.62
dimension_se
0.59
compactness_se
0.59
symmetry_worst
0.54
concavity_mean
0.51
points_worst
0.51
smoothness_mean
0.50
concavity_se
0.44
symmetry_mean
0.44
points_mean
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

diagnosis
0.32
MOST FREQUENT VALUES

0.07427
3
0.5%
0.06469
2
0.4%
0.08151
2
0.4%
0.07918
2
0.4%
0.1019
2
0.4%
0.08368
2
0.4%
0.06783
2
0.4%
0.1023
2
0.4%
0.1297
2
0.4%
0.1252
2
0.4%
0.07083
2
0.4%
0.07738
2
0.4%
0.1059
2
0.4%
0.06386
2
0.4%
0.08839
2
0.4%
SMALLEST VALUES

0.05504
1
0.2%
0.05521
1
0.2%
0.05525
1
0.2%
0.05695
1
0.2%
0.05737
1
0.2%
0.05843
1
0.2%
0.05865
1
0.2%
0.05871
1
0.2%
0.05905
1
0.2%
0.05932
1
0.2%
0.05933
1
0.2%
0.05972
1
0.2%
0.05974
1
0.2%
0.06025
1
0.2%
0.06033
1
0.2%
LARGEST VALUES

0.2075
1
0.2%
0.173
1
0.2%
0.1486
1
0.2%
0.1446
1
0.2%
0.1431
1
0.2%
0.1409
1
0.2%
0.1405
1
0.2%
0.1403
1
0.2%
0.1402
1
0.2%
0.1364
1
0.2%
0.1341
1
0.2%
0.1339
1
0.2%
0.1297
2
0.4%
0.1284
1
0.2%
0.1275
1
0.2%